Recent studies have elucidated critical molecular mechanisms underlying glioma and neurodevelopmental disorders, particularly focusing on the role of specific genetic mutations and epigenetic factors. Chen et al. demonstrated that histone H3.3 G34R/V mutations, prevalent in gliomas, arise from GSX2/DLX-expressing interneuron progenitors, where these mutations hinder neuronal differentiation. Notably, 50% of G34R/V tumors exhibit activating mutations in PDGFRA, indicating a strong selection pressure during tumor recurrence (ref: Chen doi.org/10.1016/j.cell.2020.11.012/). In pediatric cases, Perwein et al. reported a high frequency of disease progression in spinal cord low-grade gliomas, with KIAA1549-BRAF fusions found in 40% of patients, emphasizing the need for tailored management strategies (ref: Perwein doi.org/10.1093/neuonc/). Wu et al. identified SOX10 as a master regulator of glioblastoma subtypes, linking it to adverse prognosis and therapy-associated transitions, thus highlighting the importance of epigenetic regulation in tumor behavior (ref: Wu doi.org/10.1038/s41467-020-20225-w/). Furthermore, Feng et al. constructed a gene expression-based signature for glioma prognosis, demonstrating its potential clinical utility (ref: Feng doi.org/10.1042/BSR20203051/). These findings collectively underscore the intricate interplay of genetic alterations and epigenetic modifications in glioma pathogenesis and the implications for therapeutic strategies.